Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "120"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 120 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 45 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 43 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 120, Node N08:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459860 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 2.858581 25.984562 -0.861916 34.527223 1.126613 21.237491 0.186851 8.569822 0.7250 0.0337 0.6186 nan nan
2459859 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 2.200707 22.685553 -0.239468 12.571825 1.344906 2.737837 -0.453270 6.139815 0.7305 0.0367 0.6319 nan nan
2459858 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 2.453233 24.235288 -0.338567 12.954526 1.694763 2.924284 1.367030 10.540535 0.7384 0.0351 0.6316 2.796023 1.131404
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.544083 2.613894 3.641142 6.671061 5.556063 8.278691 15.951849 30.883295 0.0249 0.0206 0.0032 nan nan
2459856 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 3.837299 35.037827 -0.807688 32.238549 0.466456 11.968010 1.970887 14.093442 0.7286 0.0370 0.6222 3.034227 1.157607
2459855 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 4.361623 36.382719 -1.032733 33.808955 0.162277 4.221401 1.839757 6.452136 0.7121 0.0361 0.5943 3.112652 1.147375
2459854 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 2.859309 35.451200 8.658702 26.028057 0.910513 4.275222 1.383542 11.520721 0.7010 0.0340 0.5822 2.711672 1.145731
2459853 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 2.158347 30.141997 11.225886 35.505668 0.703537 10.804758 6.628351 14.682194 0.7294 0.0345 0.6139 2.817219 1.146323
2459852 RF_maintenance 100.00% 29.19% 100.00% 0.00% 100.00% 0.00% 1.432051 23.643689 10.778482 37.597911 6.482700 19.861217 12.337463 16.717067 0.6096 0.0332 0.5115 3.868378 1.145071
2459851 RF_maintenance 100.00% 0.00% 91.84% 0.00% 100.00% 0.00% 2.929848 33.783654 12.309468 39.410726 0.022107 42.447086 2.066267 29.028976 0.7491 0.0784 0.5874 3.830861 1.110369
2459850 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 2.610497 33.600059 10.785364 33.062864 -0.089249 19.193283 3.945000 26.045921 0.7295 0.0403 0.5987 2.556387 1.142220
2459849 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 3.665195 34.638950 -0.290433 65.058796 0.898057 12.711897 2.537085 17.574420 0.7518 0.0434 0.6136 4.122822 1.178232
2459848 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 4.120849 31.118193 -0.113274 43.150238 0.518603 21.570070 -0.360852 12.654890 0.7311 0.0413 0.6075 3.570273 1.166819
2459847 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 4.317263 34.276353 0.191086 40.713595 0.546709 27.743330 -0.567006 7.251466 0.7410 0.0335 0.6171 7.583357 1.186168
2459846 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 3.538631 44.247154 0.364677 45.138528 3.730733 20.954896 -0.332493 10.443445 0.8520 0.0364 0.7394 3.455541 1.222357
2459845 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459843 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459842 RF_maintenance 100.00% 83.87% 100.00% 0.00% 100.00% 0.00% 29.435640 22.759225 -0.262603 11.103876 40.186987 -0.441439 36.913308 3.068985 0.3500 0.0451 0.2768 2.652675 1.109598
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 20.274982 4.713872 7.075587 13.585180 6.663972 5.659218 9.153246 18.618132 0.0309 0.0269 0.0028 nan nan
2459840 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 51.727958 39.919329 6.588999 5.657462 7.037733 6.136073 14.987178 16.302383 0.0244 0.0217 0.0013 nan nan
2459839 RF_maintenance 100.00% - - - - - 12.947267 9.735220 15.517913 13.767208 4.004719 3.876442 20.184279 22.171528 nan nan nan nan nan
2459838 RF_maintenance 100.00% 42.98% 100.00% 0.00% 100.00% 0.00% 23.803677 33.302057 0.418508 27.203137 18.744276 30.110013 3.024803 4.789286 0.4144 0.0389 0.2962 3.049454 1.296279
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0367 0.0325 0.0017 nan nan
2459835 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.776355 1.785120 0.352486 4.189826 76.008720 -0.727505 203.982575 0.925816 0.0375 0.0337 0.0016 nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 5.145651 1.289671 0.269826 7.787020 154.072428 3.080181 350.217007 22.284537 0.0274 0.0232 0.0033 nan nan
2459832 RF_maintenance 100.00% 5.38% 100.00% 0.00% 100.00% 0.00% 26.538381 53.136457 0.098717 29.480536 10.153191 12.006507 0.988668 5.820736 0.4500 0.0446 0.3513 2.835472 1.199431
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.981247 9.864472 16.234326 14.717191 4.898563 3.993593 13.981863 14.811124 0.0249 0.0223 0.0016 nan nan
2459830 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 25.800739 51.900371 0.570869 41.608882 27.294228 36.111757 1.722980 11.267577 0.4651 0.0432 0.3044 3.319420 1.193521
2459829 RF_maintenance 100.00% 36.52% 100.00% 0.00% 100.00% 0.00% 32.422213 55.887080 0.794248 34.252447 15.736303 32.119739 5.226570 16.978694 0.4276 0.0453 0.2896 6.741644 1.064753
2459828 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 21.201212 43.304027 1.222144 36.065146 25.771195 33.265424 6.010027 21.831351 0.4709 0.0469 0.3236 3.685797 1.247056
2459827 RF_maintenance 100.00% 37.06% 100.00% 0.00% 100.00% 0.00% 24.290310 42.425774 1.387650 41.852670 13.094137 26.133332 -0.102420 3.375433 0.4280 0.0447 0.2621 3.728970 1.186754
2459826 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 20.248984 39.132412 1.391734 45.503788 35.098032 45.309927 4.116826 14.071655 0.4664 0.0474 0.3017 0.000000 0.000000
2459825 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 21.519388 41.618898 1.743283 36.488355 20.453051 25.679477 -0.033556 1.242646 0.4932 0.0426 0.2747 4.488080 1.257699
2459824 RF_maintenance 100.00% 37.07% 100.00% 0.00% 100.00% 0.00% 22.792697 32.366856 1.311841 30.574881 8.809551 19.012207 0.526462 6.212847 0.4225 0.0428 0.2288 3.832803 1.211509
2459823 RF_maintenance 100.00% 35.29% 100.00% 0.00% 100.00% 0.00% 17.848101 33.306177 6.818738 53.203895 32.265394 36.650243 26.645274 38.594585 0.4366 0.0405 0.2441 5.833716 1.284018
2459822 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459821 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 24.508130 43.719113 4.105077 49.919016 21.838292 26.027940 -0.557104 -0.059166 0.4994 0.0455 0.3200 3.053217 1.204852
2459820 RF_maintenance 100.00% 36.52% 100.00% 0.00% 100.00% 0.00% 24.370610 42.107261 1.661500 41.513541 37.885751 69.394368 1.223053 11.091114 0.4406 0.0491 0.3060 3.123300 1.196534
2459817 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459816 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 19.853967 31.947468 2.607285 49.952623 36.177970 45.679090 2.568152 15.683161 0.5034 0.0496 0.3996 2.971837 1.173753
2459815 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 18.216808 31.134251 6.035245 53.161023 40.322042 48.805830 5.769161 18.083269 0.5220 0.0574 0.4137 2.835997 1.198748
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 120: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Power 34.527223 2.858581 25.984562 -0.861916 34.527223 1.126613 21.237491 0.186851 8.569822

Antenna 120: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape 22.685553 2.200707 22.685553 -0.239468 12.571825 1.344906 2.737837 -0.453270 6.139815

Antenna 120: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape 24.235288 24.235288 2.453233 12.954526 -0.338567 2.924284 1.694763 10.540535 1.367030

Antenna 120: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Temporal Discontinuties 30.883295 2.613894 14.544083 6.671061 3.641142 8.278691 5.556063 30.883295 15.951849

Antenna 120: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape 35.037827 3.837299 35.037827 -0.807688 32.238549 0.466456 11.968010 1.970887 14.093442

Antenna 120: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape 36.382719 36.382719 4.361623 33.808955 -1.032733 4.221401 0.162277 6.452136 1.839757

Antenna 120: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape 35.451200 35.451200 2.859309 26.028057 8.658702 4.275222 0.910513 11.520721 1.383542

Antenna 120: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Power 35.505668 30.141997 2.158347 35.505668 11.225886 10.804758 0.703537 14.682194 6.628351

Antenna 120: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Power 37.597911 1.432051 23.643689 10.778482 37.597911 6.482700 19.861217 12.337463 16.717067

Antenna 120: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Temporal Variability 42.447086 2.929848 33.783654 12.309468 39.410726 0.022107 42.447086 2.066267 29.028976

Antenna 120: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape 33.600059 2.610497 33.600059 10.785364 33.062864 -0.089249 19.193283 3.945000 26.045921

Antenna 120: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Power 65.058796 3.665195 34.638950 -0.290433 65.058796 0.898057 12.711897 2.537085 17.574420

Antenna 120: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Power 43.150238 31.118193 4.120849 43.150238 -0.113274 21.570070 0.518603 12.654890 -0.360852

Antenna 120: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Power 40.713595 34.276353 4.317263 40.713595 0.191086 27.743330 0.546709 7.251466 -0.567006

Antenna 120: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Power 45.138528 3.538631 44.247154 0.364677 45.138528 3.730733 20.954896 -0.332493 10.443445

Antenna 120: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 120: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 120: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 120: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance ee Temporal Variability 40.186987 29.435640 22.759225 -0.262603 11.103876 40.186987 -0.441439 36.913308 3.068985

Antenna 120: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance ee Shape 20.274982 20.274982 4.713872 7.075587 13.585180 6.663972 5.659218 9.153246 18.618132

Antenna 120: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance ee Shape 51.727958 51.727958 39.919329 6.588999 5.657462 7.037733 6.136073 14.987178 16.302383

Antenna 120: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Temporal Discontinuties 22.171528 9.735220 12.947267 13.767208 15.517913 3.876442 4.004719 22.171528 20.184279

Antenna 120: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape 33.302057 33.302057 23.803677 27.203137 0.418508 30.110013 18.744276 4.789286 3.024803

Antenna 120: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance ee Temporal Discontinuties 203.982575 1.785120 -0.776355 4.189826 0.352486 -0.727505 76.008720 0.925816 203.982575

Antenna 120: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance ee Temporal Discontinuties 350.217007 1.289671 5.145651 7.787020 0.269826 3.080181 154.072428 22.284537 350.217007

Antenna 120: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape 53.136457 26.538381 53.136457 0.098717 29.480536 10.153191 12.006507 0.988668 5.820736

Antenna 120: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance ee Power 16.234326 12.981247 9.864472 16.234326 14.717191 4.898563 3.993593 13.981863 14.811124

Antenna 120: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape 51.900371 25.800739 51.900371 0.570869 41.608882 27.294228 36.111757 1.722980 11.267577

Antenna 120: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape 55.887080 55.887080 32.422213 34.252447 0.794248 32.119739 15.736303 16.978694 5.226570

Antenna 120: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape 43.304027 43.304027 21.201212 36.065146 1.222144 33.265424 25.771195 21.831351 6.010027

Antenna 120: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape 42.425774 24.290310 42.425774 1.387650 41.852670 13.094137 26.133332 -0.102420 3.375433

Antenna 120: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Power 45.503788 39.132412 20.248984 45.503788 1.391734 45.309927 35.098032 14.071655 4.116826

Antenna 120: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape 41.618898 41.618898 21.519388 36.488355 1.743283 25.679477 20.453051 1.242646 -0.033556

Antenna 120: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape 32.366856 22.792697 32.366856 1.311841 30.574881 8.809551 19.012207 0.526462 6.212847

Antenna 120: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Power 53.203895 33.306177 17.848101 53.203895 6.818738 36.650243 32.265394 38.594585 26.645274

Antenna 120: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 120: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Power 49.919016 43.719113 24.508130 49.919016 4.105077 26.027940 21.838292 -0.059166 -0.557104

Antenna 120: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Temporal Variability 69.394368 24.370610 42.107261 1.661500 41.513541 37.885751 69.394368 1.223053 11.091114

Antenna 120: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 120: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Power 49.952623 31.947468 19.853967 49.952623 2.607285 45.679090 36.177970 15.683161 2.568152

Antenna 120: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Power 53.161023 31.134251 18.216808 53.161023 6.035245 48.805830 40.322042 18.083269 5.769161

Antenna 120: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 120: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: